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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "So everyone likes him NOW …" 142 comments · Page 1 of 6
Stupid guy "there's they don't have focus, other things distracting them" like that's a valid reason. Excusing homicidal sociopathic behavior. Everyone giggling - would you find it funny if you got hit and paralyzed by …
Stupid guy "there's they don't have focus, other things distracting them" like that's a valid reason. Excusing homicidal sociopathic behavior. Everyone giggling - would you find it funny if you got hit and paralyzed by this thug psycho driving?
Identity Attack0.038425524
Insult0.8012121
Profanity0.34536663
Threat0.44235477
Severe Toxicity0.16960317
Toxic 0.8115627 Moderate Con 0.368 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I can’t find no damn job. But it’s fine I’m gonna have to go the entrepreneur route. If I don’t then my future children will be doomed. Why tf is there no diversity at Tim …
I can’t find no damn job. But it’s fine I’m gonna have to go the entrepreneur route. If I don’t then my future children will be doomed. Why tf is there no diversity at Tim Hortons and Walmart? Fuck you Trudeau. He only became prime minister bcs of his father’s good reputation, and bcs women were mesmerized by his good looks. I’m a CANADIAN CITIZEN and I can’t find no work in this damn country. Trump should prob come here and fix things. Everyone should have an equal chance of getting a job. Diversity and inclusion is important. I don’t expect immigrants to assimilate to Canadian culture but have some respect. Don’t be acting like you run things bcs NOBODY RUNS THINGS. I get that some immigrants come here and work hard to own a Canadian/american franchise or to become a manager, but don’t be hiring your ethnic group alone. The workplace should display a representation of various groups of people. If you can’t simply do that then please ONLY stick to only owning whatever food restaurants that serves food from whatever country you came from.
Identity Attack0.19693321
Insult0.5588244
Profanity0.70864636
Threat0.05914995
Severe Toxicity0.3498543
Toxic 0.73663366 Constructive 0.626 Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s not just Brampton, our whole fuckin country is like this now. I used to live in BC for the majority of my life, all over Vancouver to Vancouver island, even the smaller communities are …
It’s not just Brampton, our whole fuckin country is like this now. I used to live in BC for the majority of my life, all over Vancouver to Vancouver island, even the smaller communities are completely being invaded. I just moved to Alberta 4 years ago and holy fuck was I in for a surprise. I’m in the greater Edmonton area in a city in the surrounding area and doesn’t matter where you go, they over populate everyone for miles. The numbers the government tell you is a fuckin lie. Those numbers are grossly under exaggerated, it’s a full on invasion. I’ve never seen anything like this in my whole life. For all you fuckin idiots who voted liberal I don’t wanna hear you bitch cause you fuckin caused this.
Identity Attack0.32476485
Insult0.47630358
Profanity0.7654259
Threat0.020264024
Severe Toxicity0.35220072
Toxic 0.72028047 Constructive 0.61 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Bruh I dunno but every Indian in my area smell like onions . Everyone of them they don’t miss. Doesn’t mean they are bad just smelly
Bruh I dunno but every Indian in my area smell like onions . Everyone of them they don’t miss. Doesn’t mean they are bad just smelly
Identity Attack0.6458014
Insult0.57787937
Profanity0.36230123
Threat0.021645326
Severe Toxicity0.35058254
Moderate 0.6667219 Moderate Con 0.439 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It’s easy, liberal government who is following a global agenda to create chaos and anarchy in many countries and what Trump is doing needs to be done. Fix immigration laws, everyone must be adding to …
It’s easy, liberal government who is following a global agenda to create chaos and anarchy in many countries and what Trump is doing needs to be done. Fix immigration laws, everyone must be adding to the country with skills that get let in. We need to deport everyone that isn’t providing any real value. Reverse this shit, religious extremism, put them back in their own countries, they act like animals and barbarians kick them out. It’s simple but the idiot boomers because their lives are set think that the world is rainbows and unicorns so they voted liberal.
Identity Attack0.40351558
Insult0.6370372
Profanity0.46460027
Threat0.12996206
Severe Toxicity0.14389864
Moderate 0.62136006 Moderate Con 0.307 Insult Policy_Critique
Sep 10, 2025 Why Canadians Are Turning Against …
Everyone hates this Tyler douche bag. Definitely one of those dorks in high school that nobody liked
Everyone hates this Tyler douche bag. Definitely one of those dorks in high school that nobody liked
Identity Attack0.109318495
Insult0.6109131
Profanity0.3938786
Threat0.010654188
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.281 Insult Meta_Commentary
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
What the bike guy is actually ssying is pure hate like ehat the f did the Muslim did or the afticans the question was about india and why he treats Islam as a race by …
What the bike guy is actually ssying is pure hate like ehat the f did the Muslim did or the afticans the question was about india and why he treats Islam as a race by saying the muslims? It's wierd that everyone in the comments is okay with what he said ( racism)
Identity Attack0.50515443
Insult0.47357693
Profanity0.5013569
Threat0.027170537
Severe Toxicity0.22207877
Moderate 0.5885171 Moderate Con 0.468 Identity Attack Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but …
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but they are working and trying to get ahead …just like you , your parents or grandparents did ,you people are just being racist towards the Indians , all of you are migrant decedents ,and don’t even try the “we didi it the righ way” bs for is stupid , also you colonize and practice genocide of the locals but we don’t add that to the conversation right ? Im a migrant,did it “ right way” but understand not everyone can, why wouldn’t ( as long they don’t commit an actual crime) they have a chance also? This is not my canada , we are not the usa or europe, we are better.
Identity Attack0.45348886
Insult0.5739874
Profanity0.33453682
Threat0.08089764
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.668 Insult
Oct 17, 2025 IRCC Names India in Study …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring a lot of people, in this case it was Indians/pakistanis/bangladeshis, and its true out of so many immigrants some will choose wrong things to do(there are bad fishes in every pond), but isnt it true for everyone, even white people do the same shit, but the issue here which is concerning to everybody why a different race is here, the feel like its no more like canada used to be cuz brown people are here, but they forget white people also immigrated at one point of time to these lands. And also is nobody seeing the second part of the video where these people have temples giving out free food to so so many people. In my honest opinion, this rant of people is just glorified wrapper of RACISM which people dont wanna say out loud.
Identity Attack0.5051593
Insult0.40698266
Profanity0.4894185
Threat0.04718852
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.668 Identity Attack
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. …
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. Told them it was 2AM in the morning and people want to sleep. This is the second night. Your a bunch of ignorant bastards. Complete silence after that as they slinked to their tents. Still awake it’s too late. I felt like making all kinds of noise after that but I’m better then that
Identity Attack0.30103904
Insult0.5678696
Profanity0.45190978
Threat0.034422375
Severe Toxicity0.038593806
Moderate 0.52811706 Constructive 0.521 Insult Personal_Narrative
Aug 27, 2025 3 likes Why Canadians Are Turning Against …
Why are international students being told they might be able to stay?!?????!? You're a scumbag Mr. Immigration lawyer! After they graduate and leave, they can apply like everyone else and get in line. Their time …
Why are international students being told they might be able to stay?!?????!? You're a scumbag Mr. Immigration lawyer! After they graduate and leave, they can apply like everyone else and get in line. Their time as a student should not count for anything. Why are we fasttracking bringing grandparents of new Canadians or PR's? They don't pay taxes and put extra burden on healthcare and CPP. PR's should not be able to bring other extended family members at all. Canada's immigration system hit the breaking point 10 years ago when that failed part-time high school drama teacher took the wrecking ball to it.
Identity Attack0.20483385
Insult0.5678696
Profanity0.2395431
Threat0.009903334
Severe Toxicity0.023076924
Moderate 0.51869136 Moderate Con 0.451 Insult Policy_Critique
Jan 19, 2026 32 likes Why Canada’s immigration system has …
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I …
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I hate everyone from Africa like Africa is only Sudan or Somalia... Or Indians eat poop how bizzar is that... There are bad but not everyone is bad... This guy prove everytime I see this video I don't like his videos.... But not all videos are bad. And ofc these illegal stuff is bad, as this title have India I am sure this video will get heat.... cuz everyone hate hardworking people Edit - I also like this guy cuz he is equally racist to everyone... showing the real stuff
Identity Attack0.46028158
Insult0.40243408
Profanity0.34391102
Threat0.054624002
Severe Toxicity0.16960317
Moderate 0.509388 Constructive 0.743
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The immigrants just don't integrate to Canadian morals. That is the problem. This is why we are losing our culture. (if Canada didn't take migrants I'd bet we'd have more kids and we are just …
The immigrants just don't integrate to Canadian morals. That is the problem. This is why we are losing our culture. (if Canada didn't take migrants I'd bet we'd have more kids and we are just adjusting to a population size that reflects our needs) Maybe ACTUAL Canadians should flip the fuck out like we do in war. I am hating how much worse Canada has gotten and I feel that if I put in more effort there will be the opposite of a reward at the end. Paying families to have kids means that women won't go to their corpo daycare. The more people you bring with NOTHING, takes away from those who paid for it and everyone suffers.
Identity Attack0.4830652
Insult0.43450394
Profanity0.46460027
Threat0.04201601
Severe Toxicity0.11756202
Moderate 0.50789946 Constructive 0.636 Identity_Assertion
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
The hate in these comments are disturbing. And so is Tyler for pushing out a video like this. It’s like going into China town and asking everyone why there’s so many asians there…and then platforming …
The hate in these comments are disturbing. And so is Tyler for pushing out a video like this. It’s like going into China town and asking everyone why there’s so many asians there…and then platforming someone that says Indians eat poo and rape is part of the African culture…I get the feeling this comment section is full of Pierre and Trump fan boys. You get my well deserved dislike Tyler
Identity Attack0.43896464
Insult0.46476576
Profanity0.31043148
Threat0.09623027
Severe Toxicity0.052940834
Moderate 0.50503236 Moderate Con 0.459 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I came here from Nigeria as a professional. I must say the Canada govt has to develop some spines. I am grateful for the opportunity to be in Canada. I do not take it for …
I came here from Nigeria as a professional. I must say the Canada govt has to develop some spines. I am grateful for the opportunity to be in Canada. I do not take it for granted. But truth be told, if you ve got a country like Canada, you cannot allow everyone in the world in. You can’t allow a single country change your demography except you are STUPID. Even heaven has boundaries. You can’t allow everyone. It is not wisdom to allow everyone. Most western countries have left God, they have the civilization that came from Christianity but they have left Christ and are using their wisdom. They definitely will mess up things. Common wisdom will be difficult.
Identity Attack0.30103904
Insult0.5497792
Profanity0.22552395
Threat0.010239923
Severe Toxicity0.023076924
Moderate 0.4977744 Constructive 0.596 Insult Policy_Critique
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are not dirty, and we don't eat poop, that guy who said all these horrible, nasty things shoes how much he hates Indians, it's true that this place has a huge indian community, but …
Indians are not dirty, and we don't eat poop, that guy who said all these horrible, nasty things shoes how much he hates Indians, it's true that this place has a huge indian community, but as long as they're harmless, they don't don't violate laws they must stay, look indian people contribute towards the economic growth of any country they reside in, ofcourse some indians lack civic sense, but that doesn't mean everyone is like that ??!! In America, Drugs has taken over, almost 30% people are homeless, burglary, theft is common, Cops will do nothing, Psychopaths are on the rise, Murder, break ins, killing by guns, accidents, are rising, Trump is weaponising ICE and killing USA citizens, putting kids in jail for no reason, complete chaos, no jobs are there, no buses, trains for easy commute, Relationships are broken, nobody is happy in all the western countries, divorce, cheating, and mind you, most indians are contributing towards the economic growth of USA, all the software engineers from India, now you're Deporting them as if your citizens are all geniuses, Indian community is not at all a problem, your mindset towards us, is the problem, this is racism, this is discrimination, America is supposed to be the origin and flag-bearer Of democracy, do something about that, other than Focusing on people who are residing peacefully with you guys, yes you have the law and order, enforce them on everyone, but don't blame them just because they're different, different in colour, religion, accent etc.
Identity Attack0.45348886
Insult0.4339631
Profanity0.36230123
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.4838166 Constructive 0.546 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules …
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules and essentially laws in Canada is appalling. I saw a video of them literally shitting in beaches. I applaud those who are still promoting the good side in Indian culture like helping the needy and treating everyone as human beings regardless of your race, religion and origin.
Identity Attack0.50588524
Insult0.46327567
Profanity0.39409557
Threat0.011094344
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.775 Identity Attack Policy_Critique
Nov 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You people deserve this and what's coming next. I've been telling for over 5 years what needs to be done to stop all of this, bit you refuse to do it. You believe it's going …
You people deserve this and what's coming next. I've been telling for over 5 years what needs to be done to stop all of this, bit you refuse to do it. You believe it's going to get done by 'peacefully protesting' lol. The first thing EVERYONE should be doing is STOP PAYING F*CKING TAXES! The second thing, is to organize into large groups and start dealing with politicians, cops, judges, etc the way they need to be dealt with! Grown adults acting like children!
Identity Attack0.04512853
Insult0.40698266
Profanity0.4756165
Threat0.032005094
Severe Toxicity0.02458496
Moderate 0.47886392 Moderate Con 0.445
Aug 25, 2025 Why Canadians Are Turning Against …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's and Pakistanis. None of them aligns with Canadian values. I feel its very rude and nerve-racking of them to come here and then try to change our culture to look like what they just came from. They are a dirty people. They have no rules when it comes to cleanliness in their food factories. They literally use their filthy feet to help in the preparation of food that is shipped to Western countries. Its a common agreement that we dont want them here. Even natural-born Indians dont want them here. They know how disgusting their hygiene practises are. I went to an indian resteraunt with a friend of mine and i could see into the kitchen and the guy who was cooking was barefooted and as he came to deliver the food he slid into a pair of slippers. I asked him if he was cooking in bare feet and he lied saying OHHH no maam and then he lifted his foot. I looked at my friend and said this is grose and im going to McDonalds. And everyone in Mcdonalds was Indian too. FUCC that. Canada doesnt even look Canadian anymore. We honestly look Asian and its the Liberals who are doing it. Get rid of White Canadians. Bring in Dumb down indians and they will never lose another election
Identity Attack0.48990932
Insult0.48313886
Profanity0.18049006
Threat0.01254427
Severe Toxicity0.023552058
Moderate 0.45921504 Constructive 0.639
Jan 27, 2026 Inside Canada's Indian Invasion...
That should scare all the lgbtq plus communities that are supporting the liberal government to hear that Mark Carney has spoken and said muslim values are Canadian values. ? If you think the Christians we're …
That should scare all the lgbtq plus communities that are supporting the liberal government to hear that Mark Carney has spoken and said muslim values are Canadian values. ? If you think the Christians we're bad when you heard their biblical words. ? By hearing what this Muslim was speaking. It sounds like you will have Muslims in your face and cutting off your blank because they despise your sexual acts, and they despise everyone else that doesn't agree with their religious ideology.
Identity Attack0.5135796
Insult0.36193377
Profanity0.09583591
Threat0.12689553
Severe Toxicity0.023076924
Moderate 0.45751464 Moderate Con 0.487 Identity Attack
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Old European immigrants hate the Indian immigrants, old Indian immigrants hate the new Indian immigrants--seems like the common denominator is that everyone hates change. Which is their right, but it just feels ridiculous looking in …
Old European immigrants hate the Indian immigrants, old Indian immigrants hate the new Indian immigrants--seems like the common denominator is that everyone hates change. Which is their right, but it just feels ridiculous looking in from the outside.
Identity Attack0.46028158
Insult0.4378843
Profanity0.15724123
Threat0.009696201
Severe Toxicity0.016900165
Moderate 0.45090583 Moderate Con 0.455
Oct 13, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
2:24 As an south Indian these North India people is the reason everyone is hated on india bc of hindu religion bs culture and traffic and unhygienic north India streets and delusional people like him. …
2:24 As an south Indian these North India people is the reason everyone is hated on india bc of hindu religion bs culture and traffic and unhygienic north India streets and delusional people like him. If I were ever asked I choose Any European countries over India without thinking a second thought
Identity Attack0.46028158
Insult0.34548226
Profanity0.2600683
Threat0.036149003
Severe Toxicity0.034110364
Moderate 0.4421347 Moderate Con 0.477 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The Toronto Sun is owned by extreme right wing MAGA dupes, I think PP is everyone savior, but all he use as a Trump loving gift to the liberals gift to the liberals. So Toronto …
The Toronto Sun is owned by extreme right wing MAGA dupes, I think PP is everyone savior, but all he use as a Trump loving gift to the liberals gift to the liberals. So Toronto Sun, if all you wanna do is bash the liberals all day you can keep on doing that to your heart consent, but you sound like a bunch of whiners. What are your solutions? We don’t need whiners we need solutions….
Identity Attack0.038683333
Insult0.5130944
Profanity0.0715894
Threat0.010395273
Severe Toxicity0.011062622
Moderate 0.44039994 Low Con 0.267 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
As a Caribbean Indian, I hate how these Indians from India have twisted the perspective towards Indians across the world. They’re so problematic. And Im from Trinidad but everyone assumes I’m from India and I …
As a Caribbean Indian, I hate how these Indians from India have twisted the perspective towards Indians across the world. They’re so problematic. And Im from Trinidad but everyone assumes I’m from India and I hate it. Just cuz i look like you doesn’t mean I’m from your homeland. And to the Canadians, just cuz I look like them doesn’t mean you can assume I’m from India. I have never been to India so stop assuming I’m from there. Imagine seeing an Asian person in markham and assuming they’re from China and speak Chinese when their family has been in Canada for generations.
Identity Attack0.48990932
Insult0.38852
Profanity0.32120174
Threat0.02855184
Severe Toxicity0.023880709
Moderate 0.43230394 Constructive 0.634 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.